Feature Flag AI Runtime Changes Safely
Feature flags control exposure, but they do not prove quality. ProofMap qualifies the prompt and runtime behavior before traffic expands.
Get StartedWhy Choose ProofMap
Test before exposure
Evaluate candidate runtime mappings before enabling a flag for users.
Support gradual rollout
Use qualification evidence to decide which segments, workflows, or tasks should receive the change.
Rollback intelligently
Know which criteria failed so rollback and fixes are targeted.
Comparison
| Need | Ad hoc workflow | ProofMap |
|---|---|---|
| Connect tools and context | Developers wire custom integrations and debug behavior from raw logs. | Use MCP for standardized access and ProofMap to qualify tool behavior against objective tests. |
| Control production behavior | Prompt, model, and tool changes move through manual review or informal judgment. | Promote only prompt packages and runtime mappings that pass evaluation gates. |
| Save time and cost | Teams repeat setup, review, and model comparison work for every agent change. | Reuse tool connections, rerun objective suites, and compare cost, latency, and quality together. |
| Handle timing events | Launches, incidents, renewals, schema changes, and traffic spikes trigger rushed decisions. | Keep evidence-backed evaluations and fallback mappings ready before the timing pressure arrives. |
Frequently Asked Questions
Why pair ProofMap with feature flags?
Feature flags manage rollout risk, while ProofMap tests whether the changed AI behavior is ready for that rollout.
Can this support experiments?
Yes. Teams can compare prompt or runtime candidates and promote the ones that pass objective criteria.
How does this save developer time?
ProofMap reduces repeated manual review, model comparison, prompt regression checks, and tool-use debugging by making them repeatable evaluation workflows.
What does ProofMap produce?
It produces objective-bound evaluations, failure evidence, recommendations, and approved prompt or runtime mappings that developers can use in production.
Roll out AI changes carefully
Use feature flags for exposure and ProofMap for evidence.
Start qualifying prompts